{"id":"W1989691238","doi":"10.1097/00001888-200210001-00002","title":"The Aging Physician","year":2002,"lang":"en","type":"review","venue":"Academic Medicine","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":190,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Population ageing; Context (archaeology); Gerontology; Health care; Developed country; Population; Cohort; Medicine; Geriatrics; Psychology; Cohort effect; Family medicine; Demography; Political science; Geography; Environmental health; Psychiatry; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001182662,0.0004958271,0.002540615,0.0001222488,0.0001929013,0.000008508651,0.0004625359,0.0006979348,0.0002073008],"category_scores_gemma":[0.04707597,0.0002338027,0.0004238996,0.0005310581,0.000536653,0.00002236198,0.0001039157,0.003116266,0.0008704982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001198963,"about_ca_system_score_gemma":0.0001931599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001595771,"about_ca_topic_score_gemma":3.715702e-7,"domain_scores_codex":[0.9967579,0.0001671677,0.001280243,0.0005304693,0.0006821827,0.0005820612],"domain_scores_gemma":[0.96795,0.03020322,0.000543924,0.0008023611,0.000073103,0.0004273347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002495573,0.000006368688,0.000005427025,0.001257059,0.0001293493,0.0000464028,0.0000855175,1.249866e-8,5.163791e-8,0.0004325285,0.13248,0.8655548],"study_design_scores_gemma":[0.0004678949,0.0001185948,0.000004574501,0.1792532,0.002512206,0.0001843117,0.00006060117,0.000006297927,1.028107e-7,0.0002031646,0.8170174,0.0001717401],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001577239,0.9754632,0.00001530196,0.004924977,0.001065028,0.0007254574,0.000004249594,0.0001205551,0.01767971],"genre_scores_gemma":[0.000008604696,0.9708418,0.00001051535,0.00323149,0.006387855,0.00008697759,0.00009130294,0.0000830254,0.01925841],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8653831,"threshold_uncertainty_score":0.9999074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1267600966390212,"score_gpt":0.4540729888525732,"score_spread":0.327312892213552,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}